{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 绘制各阶段滞回曲线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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dZWWa+Pr/VrB08R4iqpfh3ff6FuvLsm7GpUlRAmXVLZEPCWshhF3t3HGCiZ8uJTbmIv0HtWbQE+1xd3eu8en8XJpu1E1+FyIfEtZCCLs4dvQ83329mqgdJygTFshnkwZRr4Hzdnv/k9mcN1YtC3mI/EhYCyEK1cUL6UybvJblS/fg6+fNf164lx69GuPhIR8/V0pPz8HdwxU3NwlrcS353yKEKDSbNx7m0/GLSU/P5sGHW9D/sTb4+clCFfnJyjLh4+1ZLOc9F3fObmGtlHIDpgJVAU/gPWAj8CPgByQAg7XWGfaqSQhROOLPp/L1pBVsiDxE5SohfDJxIJUqy/XDN+Lt7UFWlsnoMoSDsmfLegCQrrVup5QqBewEfgMWaq2nKKXeBIYCn9uxJiFEATKbLcybvZ3pP6zHatE8ObQDD/VrKSeQ3QRfX09MJjOmHDMentLpKa5mz38Rc4A/bbettj/bA5Nst5cA75BPWCulhpIX5FSoICekCOGIDuw/yxefLuX4sXiat6zKCy91ISw80OiyioyMjLwxa3cP+WIjrmW3sNZapwMopfyA2cAo4G0g2faUdCD4Oq+dDEwGaNq0qcxyL4QDSU3NYtp3a1i8cBelS/vx7nt9adu+hoy93qKUlEwCAnzk9ybyZde+FqVUWWAuMEVr/ZNS6nnyxqszgEAgyZ71CCFun9aalcv3Mfnr1aSmZfHgwy147Ml2+Ph4Gl1akZSelo2vryziIfJnzxPMwoAVwDCt9Srb5kjgPmA60N12Xwjh4E6dTGTS58vYs+sUteqUZfzw/lStFmp0WUVabq4FD+kCF9dhz5b1CPK6ud9WSr1t2zYI+FYpNRiIBwbbsR4hxC3Kzs7ll5828MdvW/D29uClV7vSrUcjXFyk6/ZOWcxWXJ1spTFx8+w5Zj0MGJbPQ93tVYMQ4vZt2XSEL79YTlxcCp271GfIc50ICiphdFnFhtlixU1mLxPXIdcHCCFu6Pz5FL6etIKNkYepWKkUn00a5NSrYxUWs9mCh6y4Ja5D/mUIIfJlNluY88c2fv4hEq01Tz/Tkb4Pt5BrpgtJUkIa1aqXMboM4aAkrIUQ19i39wwTP13KyRMJtGoTwX+H3UdomQCjyyq2LBYrcXEp3NulvtGlCAclYS2EuCwlOZPJ365m+ZK9hIT6M+aDB2nTrobRZRV7OTm5QN6Uo0LkR8JaCIHVqlm2ZDdTvl1DZkYO/fq3YuDjbSU87MTDww0XV0V6erbRpQgHJWEthJM7fuw8Ez9dxt/7z1KvfnmGDe8qi27YmZubK2FhQZw9I/NCifxJWAvhpLIyTfz0w3rmzN6Gn683r43sQecu9WW6S4OUKu1HUlK60WUIByVhLYQT2hh5iC+/WE5CQhrd7m/IU0M7EhDgY3RZTq1kyRIcio41ugzhoCSshXAiCfGpfDlxORsjD1OlagijxvShdt1yRpclgFKl/NiQcMjoMoSDkrAWwglYLFYW/LmTH6asxWKxMuTZTvR9uDluMr2lw3BxcQGdt0CKDEWIf5KwFqKYO37sPJ9NWEL0wRiaNKvCsOFdCA8PMros8Q++fl7k5lrISM/B109W3xJXk7AWopjKzs7l5x8j+eP3Lfj7eTPy7V50ureOtNocVN16ecMRUTtP0L5DLYOrEY5GwlqIYmjHtuN88elS4mKT6dKtAUOe6yQnkDm42nXK4efnxZZNRyWsxTUkrIUoRi5ezODbL1exeuV+ypUvyScTB9KwUUWjyxI3wdXNhUZNKrF39ymjSxEOSMJaiGJAa83ypXv57uvVZGXmMPDxtvQf2AYPT/kvXpR4+3hgsViNLkM4IPmfLEQRd/bMBT7/ZAl7dp2iTr1yvPJaNypWkhnIiiKrReMia1qLfEhYC1FEWcxWZv+xlenT1uPu4cpLr3alW49GuLjICWRFlYuLIic7Vy7fEteQsBaiCDp+7DyfjF/M4ehYWretzouvdKFUKT+jyxJ3qG798ixfupejh+OIqBFmdDnCgUhYC1GEmExmZs7YyK8/b8LPz4u33n2ADp1qSSusmAgJ8QfyLrsT4koS1kIUEQcPnOPT8Ys5eSKBezrX5bn/3ktAoFyOVZy4u+d9JOeaLQZXIhyN3cNaKdUeeF9r3V4pVRL4EfADEoDBWusMe9ckhCPLzs7lx6nrmDt7G8HBvrw//mFatoowuixRCLx98tYPz8o0GVyJcDR2DWul1OvAQCDTtukNYKHWeopS6k1gKPC5PWsSwpHt3nWKzyYsJubcRXr0bMSQ5+6mRAlPo8sShcTHFtaZEtbiH+x9jcAxoO8V99sDS2y3lwDt7FyPEA4pIyOHLz5ZwqvDZgDwycSBvPRqNwnqYu5/YZ1jcCXC0di1Za21nqOUqnTFpmAg2XY73Xb/GkqpoeS1uqlQoUIhViiE8aJ2nuCTjxaRmJDGQ/1a8PhTd+Hl5W50WcIOvH3yvoxJN7j4J6NPMLtI3nh1BhAIJOX3JK31ZGAyQNOmTbW9ihPCnrKyTEz99i/mz9tJufIl+eKrx6ldp6zRZQk78vR0w8VFSTe4uIbRYR0J3AdMB7rb7gvhdPbtPcPHHy4kNuYifR9uzuCnO0hr2gkppfDx8SQjQ7rBxdWMDuuPgOlKqcFAPDDY4HqEsKucnFx+mLKOOX9sJbRMIJ9OHET9hjLU48wCg3y4eFEuihFXs3tYa61PAi1ttxPJa1EL4XQOHjjHhHELOXM6ift7N2bos3dfvnRHOK9SpfxIjE81ugzhYIxuWQvhdEwmMz/9EMmsmZsJLuXH+M/606RpZaPLEg6iVIi/LJMpriFhLYQdHT8Wz0fvz+f4sXi6dGvAs/+9B19fL6PLEg7Ex9uDzAz7nGC2c+fOEDc3t6lAXex/Ka/4Hyuw32w2P92kSZP4/J4gYS2EHVitmnmztzN18l+UKOEls5CJ63J1dcFqtc+a1m5ublPLlClTq3Tp0hddXFzkShuDWK1WlZCQUDsuLm4q0DO/50hYC1HIEhNSmfDhIqJ2nKBV6wheeaM7QUEljC5LODBlv2VO60pQG8/FxUWXLl06JS4uru71niNhLUQhWr82ms8/WUKuycxLr3al+/2NZIUscUMenm72XNPaRYLaMdj+Hq47FCFjFEIUgszMHD7+cCFj35lDeHgg3057ih49G0tQi3/lH+CN2WwlK8s5JkbZt2+f57333lu1efPmNerXr19zyJAh5XJzczl9+rTbwIEDb+o6xldeeSV8woQJpW/2mG+++WaZxo0b12zcuHHN1atXX9XN9fvvvwc0bNiw5j9fs2jRIr+SJUs2aN68eY3mzZvXqF27dq0pU6YE3eg4S5cu9d26dav3zdZ1I9cNa6VUnYI4gBDO5u99Z3nmyamsXL6PAY+1YeLXj1OufL4z6QpxDYs5b7zazc3V4EoK38WLF1169OgR8cYbb8Rt27bt0O7du6MzMjJc33rrrbAKFSqYZ8yYcbqgjxkVFeW1YsWKgB07dkT/9ttvx4cNG3b5C0FKSorLmDFjwrXOv7OhdevWadu2bTu0bdu2QytXrjwyduzYslFRUdc9Q3Tq1Kmlzpw5UyCzG92oG3yeUur/tNb/VxAHEqK4s1iszJyxkZ9+iCQkxJ/P/m8QdeuVN7osUcSkpGTi5e2Oh4d9Ryk//mhR+ZPH4wt0gfRKVUIyXxvR48z1Hv/jjz8C6tevn3HPPfdkALi4uDB58uTTAIcOHfJ4+OGHq+zZsyc6IiKiTs2aNTPd3d31xIkTzw4aNKhSRkaGq8ViUdOnTz9x5T7/85//lN28ebOfp6endcCAAUkvvPDCVdNYr1692vfuu+9OcXFxoXr16iaz2awuXLjgUrJkSetLL71UdsiQIQk//vhjqX97b2XLljX369cv6ddffw2qXbt23IABAyqeOHHCKy0tzbVTp04pAwcOvLBu3bqAffv2+TRo0ODozz//HDR//vwgrTW+vr7WVatWHfHx8bnpIYgbdYM3BeoppZYppUJvdodCOKOkxDRGDJ/Jj9PW0/HuOnz3wxAJanFbLl7IcJoTEE+fPu1Rvnz5q/r7fX19ta+v71UhlpmZ6TJy5Mi4uXPnnnzrrbfCu3TpkrJ9+/ZDY8eOPbdhw4bLv6zZs2f7nzhxwnPnzp3RkZGRh6dOnVo6Njb2qm89SUlJboGBgZZL90uUKGGJj493W716dYm0tDTXbt263fSMNGFhYbmxsbHuR48e9ejUqVNqVFRUdFRU1MG5c+eWbNeuXeZdd92VMm7cuLOVKlUyZWdnu+zatSt69+7d0QDbt2+/pe7x635101qnAkOVUp2ATUqprVc81v9WDiJEcbZ92zHGv7+A7OxcXh3Rg/u61pexaXHbkpMzCTQgrG/UAi4sFStWNO3Zs+eq1vy5c+fcNm/e7FOvXr3sK7fXr18/G+DEiROezz33XAJAjx490iBvzBpgz5493gcOHPBp2bJlDYDMzEzXqKgorzFjxpQF6NixY0rJkiUtKSkpl8cYUlNT3UqXLm15/PHHK/3555/HU1NTb/pcrpiYGPdy5cqZwsLCzFu2bPFdtmxZgJ+fnyUzM/OqMQx3d3c8PDysPXr0qOLj42ONj493T0tLu6Vxjhv2syilIoDRwFrgp1vZsRDFndls4Yep6/j9181UqlyaUWMeoGKlmz7HRYh8XbyQQVh4oNFl2MUjjzyS8u6775b766+/SnTq1CnDarXy2muvhZcpU8b8z7B2ccnL0Bo1amRt3LixRKtWrbKWLVvmu3DhwgBPT08NUKtWrezWrVunzZw585TFYuGtt94q07x586xt27YdurSf7du3e73wwgsVgLjo6GgPNzc3vXfvXs8LFy649+rVq2pOTo46duyY95AhQ8pNmTLl7PVqj42NdZs9e3bwkiVLjnz11VfBgYGBlp9//vl0dHS0x6xZs0pbrVZcXV212WxWmzZt8l66dGngzp07D2VlZam6devWvt64+PVcN6yVUq8DzwIvaK0X39JehSjmzsel8MGYeRz4+xzd72/Ef168F09PWSVL3JmsTBNnzyY5zfSzfn5+1pkzZx577bXXyufk5Cir1apatGiRNn78+Jjjx4/nO1H+2LFj4wYMGFBp1qxZwUopPW3atFPff/99MED//v1T1q5d69ekSZMamZmZrp07d04uXbq05crXN2vWLLtdu3ZpTZo0qWG1WtWXX355qmPHjplHjhz5G/43Vp5fUG/atMmvefPml1rtLqNGjTpXp06dnOzs7NRHH320SuvWrUtUr149q3r16pknTpxwb9GiRcbIkSPLzZ49+5inp6du2LBhzQoVKuTUrl0781ZPPFPXS3el1B/As1rrfNeYNkrTpk31jh07jC5DOIjRo0czevRoux5z04bDTBi3EKvWvPJaNzp0qm3X44vi6+yZCzwx4BteG9mD+7o2KNB9K6V2aq2bXrltz549Jxs0aJBYoAcSt23Pnj2lGjRoUCm/x240Zv1QoVUkRBFksViZ/v06fv15ExHVyzBqTB/Cy97wMkshbsnSRbsBqFwlxNhChMORGcyEuAnJyRmMGzufqB0n6NqjIS8Muw8PT/nvIwpOelo2f8zaQucu9aleI8zocoSDkU8bIf5F9IFzjHlnLsnJGQx/oztduzc0uiRRDK1etR+rRdPt/oZGlyIckIS1ENehtWbRgii+nrSS4GBfJn31OBHS4hGFwGQyM3PGJurULUeduuXseWir1WpVMj+48axWqyJvqcx8ydzgQuTDZDLzyfhFTPx0GQ0bV+TrqU9JUItC88dvW0hMSOOxwe3sfY3+/oSEhABbUAiD2JbIDAD2X+850rIW4h8uXkhn9Ntz+Hv/WQY+3pbHBrfHxX5LFgonc/DAOab/sJ6O99ShsZ0v2TKbzU/HxcVNtS3NKI0341iB/Waz+enrPUHCWogrHDkcxztv/kFqSiajxvThro61jC5JFGMJ8amM/2ABpUr5MezlLnaf+a5JkybxQE+7HlTcFglrIWzWr41mwrgF+Pl58cWXj0m3tygUFrOV7duPsXjBLrZuOQrAB+P74et33cWbhHCMsFZKjQDut90drrXeYmQ9wrlorZkxfQPTv19PrTplGfP+g5QM9jW6LFGMWMxWoqJOsGbVATZvPExaWjZBJUvwUL+WdOvRkLLlShpdonBwhoe1UqoW0A1oC1QA5pC34pcQhS4318JnExazcvk+7r2vHi+/2k2unxYFxmrVbIw8xHdfryYuNhmfEp60aVudtu1r0KJVNadYs1oUDEf4VGoPLNd5856eUkq5KaX8bat+CVFoMjJyGDNqDlE7TvDEU+0Z8FhbWS1L3DGtNUcOx7Hur4OsW3OAuLgUypYN4p2xfWjZKkK+DIrbct25we1WgFJvAila669s9zcAg7TWJ654zlBgKEBwcHCT//73v4bUKhzP2rVr6dChwy2/LjMjh9Ur95OcnEmrNhFUiyhT8MUJp6K15tTJRPbuOU3yxQyUUoSFB1K1WigVK5U2/IqCMWPGXDM3uCg6HCGsnwMCtNYf2e7vB1pfr2UtC3ncWG6uBRcXhavrzV2FkZtr4cKFdFKSM4mLTeHs2SS8vT0IDPQhLCyQsPAg/AO8HbbFeTsLeZw4Hs+br/1GenoO777Xl6bNqxROccIpXLyQzsbIw8ybs51TJxOpUCGYvv1a0O6umvj7extd3mX5LeQhig5H6I+JBCYBHymlKgO50gWe9y09NiaZo0fiOHUykawsE7kmCzmmXLIyTWRk5JCVaSIzM4eMDNPl25fCuly5kjRoXJH6DSqglCIlJZO01CxSkrNISkoj/nwqCfGpXLiQzr99X/Px8SAsPJCy5YOpXLk0vfs2xc/PcT6EbsXBA+d487Xf8PBw4/MvB0mLWtyWzMwcli7aw4b10ezfdwatoVLl0rz17gO071Dzpr8sC3GzDA9rrfV+pdQapVQk4Ao8Z3RNRomLTSZyXTQ7th3n4MEYMjNyLj/m4eFm+3HFp4QnPj4e+Ph4Elom8PJtbx8PfHw8MJnMHDkUx6rl+1n4Z9RVx/Dx8SC4lB+lQ/xp1qIqpUP8KVXaj6CgEpQM9qVixVKYTGYuXEgnLjaZ2Ji8n5iYixw7HMf6NQdZs/oA/fq3pExYIKGhAYSEBhjexXczdu86xagRswgM8mHCZwMICw80uiRRBB08cI4PRs8jLi6FKlVDGPREO9q2r0nlKqUdtgdKFH2GhzWA1vo94D2j6zDK/n1nmP3bVjZtPIzVqqlYqRR331uHahFlqBYRSuXKIbd1UorZbOHE8QTc3V3x9/fGz98bd/d/P/vU28eDgECffJfp2x11kvdHz+PjDxf97/neHlSpGkLVaqF07dGQiOqO11rduvkoY0bNISw8kPGf9adUKT+jSxJFgCnHzJq//ubQwVjOnb3AubMXiItLISTUny++eoy69cobXaJwEg4R1s7q1MkEpn67hs2bjuAf4M0jA1rR/f7GhJYJKJD9u7m5FnhwNmxcid/nDiM2NpnzccnExaVw4ng8x46cZ8XyvSxaEMVdHWvRu08zwssFERDgY3ire/3ag3ww5k+qVA3ho08eJSDQx9B6hOPTWrNqxX6mfLOaCxcyKOHrSdlyJalVtxz3925Ct/sbFtmhIFE0SVgbIP58Kj9Pj2T5kj14eXvw5NAO9HmwOV5e7kaXdlNc3VwoV74k5cpfPZFDelo2v87YyKL5UaxZfQCAgAAfWrWJoG37GjRoVBFvbw+71rox8hDvj5lHrVpl+WBCP3x9ZZYocWOxMclM/GwpO7Ydp1adsowY1YtGjStJF7cwlIS1nVitmp07jjN/7g62bTmGi4uid5+mDHisbbFp6fn6eTH0ubvpP7ANO7YfJ/liBn//fY7166JZtmQPAIFBJShTJoDgUr64ubni6uqCm5srXl7uhIT6k5OTS06OmbLlSlKhQjAVK5e+7TNqt24+ynvvzqV6jTDGffwIJUp4FuTbFcWMxWxlzh/bmP79OlxcXPjvsM70fKCp4T1DQoCEdaE7fz6F9WsOsnjhLs6euUBQyRI8MqA13Xo0pExYoNHlFQpfPy86dKoNQO++zTCZzOzZfYojh+KIi0vmfGwK585exGKxYrFYMZstZGWaSEvLRqm87vvcXAsASkHN2mVp07Y6bdrVoHyF4JuqYef244weNTuv6/vjRyWoxQ2dOpnAR+8v4MjhOFq1ieCFl7oQEupvdFlCXCZhXQi01mzeeIRfZ2wk+kAMADVrhzPy7V6061ATDw/n+rV7eLjRrHlVmjWvesPnZWTk4OXpjnJRxJ9P4fTpJA4djGHzxsNM/W4NU79bQ6XKpbm/d2O6dmt43ZPuDuw/yztv/kH58sF89Gl/WSBBXFd2di7zZm/n15834unlzjtj+9DurprS5S0cjuGTotwqR54URWtN1I4T/DB1HdEHYyhbNoiuPRrStn3Na8Z3xa2JP5/Kxg2HWL1iP9EHYwgu5csj/Vuzc/cC3n//fxcSnD2TxIv/mY6frxdffP04QUElDKxaOCqtNatX7mfKt3+RlJhOy9bVGPZKV0qHFN/WtEyKUrRJWN+hrEwTq1bu4+/954g+cI6zZy4QEurPoMfb0blLfVzdZHKEgqS1ZnfUKX6eHsne3aeJiY9kzOjR9OjVmKxMEy/+ZzrZWSYmffME4WWDjC5XOKCLFzMY/8ECdmw7Ts3a4Tzz3N3Ua1DB6LIKnYR10SZhfQdiY5IZNXIWJ08kULJkCWrUCqdZi6p06dbA6bq6jbB392mee+5lvN0b4+XtTnZWLgBffjeYmrXCDa5OOKLU1Cxeev4nzscl8+SQjvTu09RpvlBLWBdtkii3advWY3w49k+0hnET+tGsRVUZ57Kz+g0rcO999Xio7+MMe3765e2zf9/K8y/eS1BJWZNa/M+5sxcYM2oOMecuMP6z/jRoWNHokoS4aRLWt0hrze+/bmba5DVUrhLC6PcflO5Wgx2KzjuJ79776lGqtB9zZm1jd9RJ+j7cgrbta1CufEn5IuXktm05ygdj/8TFxYX3PnpYgloUORLWtyA7O5dPxy9izeoDdOhUm+FvdLf7JB/iaufPp/DtulW0blud10bej4uL4p7OdZn46TKmTV7DtMlrCC0TQNNmVWjSrAqNm1SSs8OdTNTOE7w9chaVq4Qw5v0Hi+0lk6J4kzHrm2Q2Wxg1chY7th3nqaEd6de/lbTWDJaenk2rFn1oWK873057+pprqc+fT2Hr5qPs3H6cXTtPkplpwsVF0aBRRd54q6fMD+4ETp5IYNjz0yld2p+JXz/u1Nfby5h10SYt65tgsVj5/JMlbN96nJeGd6VHr8ZGlySAryauIDMjh5Fv98r3Qzg0NICevZvQs3cTzGYLBw/EsH3rMebN3s7rL//KhM8epVTp4nupjrNLTEhl5Gu/4enhxgfj+zl1UIuizzlOg7wDFrOV90fPY/mSvTw6sLUEtYPYGHmIlcv3Ua9BBWrXLfevz3dzc6Ve/fI8OaQD749/mIT4VP777I+sXL6P1NQsO1Qs7Ck2JpmRr/1Oelo2H0x4pMAWxxHCKNKyvgGLxcr4cQuIXBfNs8/fw4P9WhhdkgCyskx8OXEFlauEEFYh599f8A8NGlbk8y8H8eF78xn/wQJcXBSd7q3Lgw83p2q10Nsa3khPy+bE8XiOH4vn2LHzHDtynjOnkwgKKkFY2SDCw4MICw8kvGwQYbbbcr5DwbGYrcyetZW/Vv9NakoWSYlpeHm5M/r9vg65ZKsQt0rC+jrS07L55KNFbIg8xJNDO0hQO5AZ0zeQEJ/Km+/0Zs7cabe1j2oRZZj8/RCiD8YQuS6a+X/uYNXyfZQJC2Toc51o36HWdV9rtWqOHzvPvr1n2Lf3DNEHzhF/PvXy437+3lSpGsI9neuRnJJJXMxFog/EkJ6efdV+gkqWuBziPj6eaK4+f8TV1QVt1VismhI+npTw88TPzwtfX298/Tzx8/XC18+bEiU8yMrOJflCBhcupHPxYgYKhaeXO56e7vj7e+Ef4I23tyf+Ad7Frjs4PS2b98fMY8e249SrX54qVUIoExZAl+4NCQ2VFrUoHiSs83H4UCxj35lLQnyqtKgdjMViZe+e09zXtT716pdnztzb35ermwt16pWjTr1yPDKwFZs3HGHBnzt5f/Q8hjybwoP9WqCUIv58KidPxHPyRCJ/7z/D3t2nSUvLC96QUH/q1C1Hz96hVKkaQpWqIQSX8su3dZ6WlkXMuYvEnEsmNvYisecuEhuTzN49p8nJNgN5C5cAaJ33Xl1cFS5KkZGZQ67Jcvtv9gq+vl6UCQsgtEwA6ek5JMankpqWjY+PB1WrhRIeHoSHpyshoQFUiyhD9RphDrvyVGJiGiNf/Y0zpxN55fVudOvRyOiShCgUcjb4P0QfjOHVYTPw8/dm1OgHbmo8VNiXxWLFlGPG28eD0aNHM3r06ALbd1amifHjFrBh/SEASpYswYULGZcfLxMWSMNGFWnQqCL1G1awa8stJyeX9LRs0tOzSbP9mZ6WTUZ6Dl7e7gQFlSCopC9BQT6gFKYcM9nZJlJTs0lNySQz00RKcibx51OIjUnm/PkUfH29CAn1x8/Pm7S0LI4eOU9CQiq5JgsWixXg8kpoVaqG0KxFVRo3qUzJYF+8vN1JSkzDYs57npu7K1WrhtptRrDDh2IZM2oOqSlZjP7gQZo0rWyX4xZVcjZ40SYt6yvk5lqYMG4hfv7efPXdYEoGywxYjsjV1QVvn4If783KNLFxwyGyMk2Xt124kEH7jrV4oG8zKlQMJiDAuLXHPT3zurWD7XDJmdWqSYhPZd/e05w5nYQpx8yBv8/x688bmTF9w3VfFxjowz2d69Gvf8tCm0FOa83s37cy9bs1BJUswWeTBhJRI6xQjiWEo5CwvsLs37dy+lQi749/WILaSZhyzETtPMGa1QfYGHmI7OxcQssE0H9Qa2rWKsvXk1Zw+GAMVaqGFLux3htxcVGElgkgtEy9q7anpGQSfSCGtLQsMjNNBAf7Xl6qNC01mw3ro5k7ZxuLFkbR96HmPPRIS3x9C24SGq01Ez9dyqIFu2jbvgbD3+iOn593ge1fCEclYW1z8MA5fpy2jnZ31aRlqwijyxGFyGK2snnTYdb+dZCtm4+SlWXC19eLu++tyz2d61KnXvnLY7QBAT68/MJPjHx1JmPGPeT0S24GBPjQolW16z7e6Z46nDmdxI/T1vHLTxtZOD+KwU/fRbcejXB1vfPu8TWrD7BowS4efrQlQ57tJBMTCadh9zFrpVR/4H6t9aO2+5WAaeR9cTgIPK+1vu6ZNIUxZm0ymXn2qWlkZZmY8sMQmY6yCLmVMesLSeksWbSLRQt2kZiQRmBQCdq0rU6b9jVo1LgS7u6u+b5u/dqDfPT+Akr4ejL0ubu59756+T7vEqtVO+wJWfZ05FAs33y1ir27T9Px7tqMHNX7jn4viQmpPPv094SG+jPpmycKJPydiYxZF212a1mrvK/AnwNdgN1XPDQe+EhrvVIpNRnoCcyzV10Af/y2hdOnEhn38SMS1MVQ9IFzzJuzg3VrDmA2W2nSrAovvtyFFi2r3dTJUO071CIsPIhJny9j/AcLCAjwpnnLq1uX6WnZTJ28hkXzowD4+PMBNGpSqTDeTpERUSOMTycO5JefNvDjtPVUrhJC/0FtbmtfMTEXef3lXzHl5PLK690lqIXTsWc3uAI2AvOBZ67Y3gJ4xHZ7CdCef4S1UmooMBSgQoWCXSQ+K8vE7FnbaNUmguYtqhbovoVxTCYz69YcZP7cHUQfjMGnhGfe1KMPNKFc+eBb3l9E9TJ8OnEgTz32Hd9PWUvT5lWvaiVuiDx0OagBKlYqVSDvo6hTStF/UFtOnUzk+ylrQUH/gbcW2BsjD/HJ+MWgNRM+H0DVaqGFU6wQDqxQwtoWri/+Y/NgrfUfSqkO/9jurv/XF58OXPNJqrWeDEyGvG7wgqx16aLdpKVm8eiA1gW5W2GQ2Jhkli7ezZJFu0m+mEH5CsH8d1hnOnetj4/PnZ0g5uHhRv+Bbfh0wmJGvDqTZ/5z9+Xg6NylPmXKBPDJ+MUkJaXJCYpXcHFRjHirF0opvp+8lp9/jKRV6wiaNa9KuQrBhIUFEHMumSrVQq46GS0hPpXp369n2ZI9VIsI5e3RD9zWFy0hioNCCesrw/Um5CqllC2wA4GkwqgpPyaTmdmztlKvfnm5nrqI0loTfTCGzRsPs2nDEU4cj0cpaNGqGr37NKNx08oFOn7cpXsDrFrz7ZereObJqTRvUZXuPRvRvGU1GjauREZ6NtpatOYusAdXNxfeeKsnFSoGc+b0BXZuP876tdFXPadc+ZJUrhJCTnYunl7ubNtyFIvFysOPtuSJp+7Cw0POhxXOyxH+9e8gr+t7HdAdWGCvA8+csYn486kMf6OHvQ4pCoDJZGbXzpNs3niY2b9vZeMaD1xcFHXrl+fZ5++h3V01C23hBqUU3e9vRPsONVkwbyfz5uxg21uzCS7lS4WKpUhLy6Zrj4aFcuyiztXVhYGPtwPyJrY5H5fCmdNJxMUmk5VlYv7cHRw5HAdAXGwyrdpE8PyLnWX9aSFwjLB+HZiqlLp0NrhdwjoxMY3fftlEp3vqyMxHRciBv8/x4Xt/EhuTjLe3ByGh/rzxZk+at6xq1wlL/Py8GfBYW/r1b8WO7cd5+41ZJCWm06NnI154qYvd6iiqXF1dCC8bRHjZoMvbLq0Rr7UmMSGNUqXzn7ZVCGdk97DWWq8F1l5x/zjQyd51LJofhdls4Ymn7rL3ocVtSEvLYtp3a1i8cBelSvsz5oMHadaiKuPGvf+vl1IVJjc3V1q2iuDjzwdw7Oh5+j7cXALmNl36vSmlKB0i64wLcSVHaFnbnclkZtH8KFq2irjqm71wPFprVi7bx+RvVpOalkWfh5rz2OD2DjebWKMmlZz+Ui0hROFxyrBetWIfycmZ9H6wmdGliBs4eSKBiZ8uZd/eM9SuU5bxw/vLZTtCCKfkdGFttWp+/WkjNWuF01haQg4pK9PEz9MjmTNrGz4lPBn+enfu69ZAZgUTQjgtpwvruNhk4uJSeGRgaxlbdDAWs5U1f/3NtMlrSYhPpWv3Bjz9TCcCAo1b6UoIIRyB04V15Pq8aztr15Hrqh2F1prNG4/w3VerOHfuIlUjQnn73QeoU0/+joQQApwwrNes+ps6dctRpWqI0aU4PYvZysYNh5k7exv7956hYqVSjPngQVq1qS5d3kIIcQWnCuv486kcPXKeIc/Z/UoxcYWcnFyWLtrN7FnbiItNpkyZAP47rDM9ejXGzS3/la+EEMKZOVVYHzkcC0D9BgW7GIi4OefjUli2ZA+LFkRx8UIGdeqW49nn76ZVm+qyipIQQtyAU4V19MEYXFwV5SvIYgD2lJOTy3dfrWbh/J0ANG1ehUcGtKZBw4oGVyaEEEWDU4X1oehYqkWUuWplH1G4UlOzGDViFn/vP8sDfZvxYL8WhTZvtxBCFFdOFdYx5y5Sq05Zo8twGgnxqYx4dSYx5y7yztg+tO9Qy+iShBCiSHKagcLcXAvx51MIDw80uhSncOpkIi/+ZzoJCWl8+MmjEtRCCHEHnKZlfT4uBatVy1zgdrBpw2E+/nAhbu6ufDZpINUiyhhdkhBCFGlOE9YWixUAFxen6UywO7PZwtRv1zB71lYiqpdh1Ng+hIfLlyMhhLhTThPWZcsFERDgw+aNhw1dUrG4ysjI4e03fmff3jP07tuUoc/djYeH0/zzEkKIQuU0n6Zubq506FSLpYv3YDFbcXWTFnZBycjI4Y3hv3LkUBwjR/Xi7nvrGl2SEEIUK06VWBUqlsJkMnPhQrrRpRQb2dm5vP3G7xw5FMc7Y/tIUAshRCFwqrA+cjgOP39vSgb7Gl1KsWDKMTN21Bz27zvDiLd70aZdDaNLEkKIYslpusEB4uNTKVe+pExtWQDS07N5580/2Lv7NK+83o2Od9c2uiQhhCi2nCqszWbL5bPCxe1LScnkjVd+5cTxBBmjFkIIO7BbE1Mp5a+Umq+UWqeU2qyUamXbXkkptdq2/VulVKEtu1QtogynTyaitS6sQxR7Fy+k88Yrv3LqVCLvffiQBLUQQtiBPfuDXwYitdZ3AU8CX9q2jwc+sm13AXoWVgHlK5QkOzuX2JjkwjpEsXbg73M8+/Q0zpxOYswHD9G8ZTWjSxJCCKdgz7CeCHxju60As+12C2CV7fYSoF1hFdCocSUANm88UliHKJa01iyaH8UrL/yEu7sbk755guYtqhpdlhBCOI1CCWul1FCl1P4rf4AIrXWGUioMmAGMtD3dXf+vXzoduGb9Stv+diildiQkJNx2XeXKB1O7Tlnmzd6G2Wy57f04E1OOmc8mLOaLT5fSqEklvp7yJFWrhRpdlhBCOJVCCWut9WStdd1//GxXStUGVgCjtNZ/2Z6eq5RSttuBQNJ19tdUa920dOnSd1TbowNbExeXwvq10Xe0H2eQnJzB8JdmsHTxHgY81ob3P+qHv7+30WUJIYTTsecJZnWAucAgrfXiKx7aAbS33e4ORBZmHS1aRVCyZAk2bzxcmIcp8lJSMnn95V85duQ874zty+CnO8glb0IIYRB7Xro1DvACvrA1pFO01r2A14GpSik34CCwoDCLcHFRtGwTwV8r/yY9PRtfX6/CPFyRlJ6WzYjhMzlzJon3xj1M0+ZVjC5JCCGcmt3C2hbM+W0/DnSyVx0A3e9vxJKFu/lr1d/07N3Enod2eBkZOYx4dSYnjscz5oOHJKiFEMIBOGW/ZvUaYVSLCGXxgii55voKWZkm3nztN44cjmPUmD60aCWXZgkhhCNwyrBWStG9ZyOOHY3nUHSs0eU4hAtJ6Yx4bSYHD57jrXd7yzzfQgjhQJwyrAE63VMXLy93lizaZXQphtu96xTPPjWVI4fieHNUb9p3qGV0SUIIIa7gtGFdooQnbe+qybo1BzHlmP/9BcXUn3O28/rLv1DC14svvxtMh06yIIcQQjgapw1rgHs71yUjPYfNm5xzRrM/52zny4kraNk6gq8mD6ZK1RCjSxJCCJEPpw7rho0rEVzKlxXL9hpdit39/utmvpy4gtZtqzNqTB98fDyNLkkIIcR1OHVYu7q6cF/XBmzdfJQtm52ndT1jeiRTvv2LjnfX5p2xfXB3L7SFzoQQQhQApw5rgAGPtaFqtRDGv7+AM6evmem0WLGYrUz9bg0/TltP5y71GfF2L9zcJKiFEMLROX1Ye3q68+57D4JSPPvUVCZ9toyzZy4YXVaBO38+heEvzeC3XzbRtUdDhr/RXaYPFUKIIsKe0406rPCyQXw79Sl++nE9SxfvZsGfO2nUpBJduzekbbsaeHgW7V/TmtUH+GzCYjSaEW/35J7O9YwuSQghxC0o2ilUgELLBPDaiPt5akhHlizaxbLFexg39k/8A7x5pH9revVpgqenu9Fl3hKtNbNmbmHKt39Rp145RrzVi7DwQKPLEkIIcYskrP+hZLAvAx9vR/9Bbdm96ySzZm5h8jerWbp4N6PG9CkSlzclJqSybk00K5fv5eiR83S8uzavjbwfDw/56xZCiKJIPr2vw8VF0bhJZRo3qcyObcf58L35PPf0NDp3rU/vPk2pWi3U6BKvsXnjYeb+sZ1dUScBqBYRyrDhXeh+f2NcXNSNXyyEEMJhSVjfhKbNq/D9jGf4cdo6Vizdy9JFu2nbrgavvNEdf39vo8sjOzuXSZ8tY8WyvYSE+vPEU+25q2NtylcINro0IYQQBUDC+iYFBPgw7JWuDH66Awvm7eSXnzYw/MUZjJvQj9Ih/obVdeDvc0z8dAnHj8Uz6Im2DHysHa5ucpa3EEIUJxLWt8jf35uBj7elVu1w3n1rNo/3/4YBj7WhX/9WdrtmWWvNzu0n+P3XzeyKOklgoA8fjO9H85aypKUQQhRHEta3qUmzKkz+cQhTv/2LH6auY++eM7z1bu9C7Ra3WKxsWH+I337ZxJHDcQSX8mXIc53o2asJ3j4ehXZcIYQQxpKwvgPh4UG8M7Yv8+ft4OtJK3lm8BTefa8vNWuXLdDjmM0WVq3Yz2+/bOLsmQuULVeS4a935+7OdeUMbyGEcALySV8Aej3QlJq1whn7zlzGjJrDpG+eKJBx7OzsXFYs28usmVuIi02mWkQoo8b0oW37GjL7mBBCOBEJ6wJSo2Y4o0Y/wPBhM3jqse8Y/HQHej7Q5JZD1WQys2vnSTasj2ZD5GHSUrOoWTuc51+8l5atI1BKLsESQghnI2FdgGrWLsuU6UP5v8+X8dWkFaxcvpdnnr+H6jXC8PJyzzdos7JMnI9L4eSJBDZuOMzWTUfIzDTh4+NBi9YR3N+zMfUalJeQFkIIJ2a3sFZK+QAzgGAgF3hCa31WKVUJmGar5SDwvNbaYq+6Clp4eBDjJjzCujUH+XrSCoa/OAMANzcX3NxdcXN1xc3dFS+vvKlL48+nYLVqIO/ysLs61aZtuxo0alJJxqOFEEIA9m1ZDwF2a63HKqUGA28ALwDjgY+01iuVUpOBnsA8O9ZV4JRSdOhUmxatqrFpw2ESE9JIS8vGYrZgNlvJNVvIzjKhNdx7X10qVCxFaJlAatQMk7FoIYQQ17BbWGutJyqlLh2vIrDddrsF8Ijt9hKgPUU8rC/x9vbg7nvrGl2GEEKIIq5QmnFKqaFKqf3/+GmmtTYrpVYBzwMZtqe7a6217XY6ed3k+e1vh1JqR0JCQmGULIQQQjisQmlZa60nA5Ov89g9SqnqwBpgDpCrlFK2wA4Ekm60v6ZNm+p/Pi6EEEIUZ3YbIFVKvamUGmi7mw4k2m7vIK/rG6A7EGmvmoQQQoiiwJ4nmH0PTFdKPQVo4Enb9teBqbbx7IPAAjvWJIQQQjg8e55gFgfcl8/240Ane9UhhBBCFDVynZAQQgjh4CSshRBCCAcnYS2EEEI4OPW/S5yLBqVUAnCqkA9Tiv+drV6cFMf3Je+paJD3ZLyKWuvSRhchbk+RC2t7UErt0Fo3NbqOglYc35e8p6JB3pMQd0a6wYUQQggHJ2EthBBCODgJ6/zlO1VqMVAc35e8p6JB3pMQd0DGrIUQQggHJy1rIYQQwsFJWAshhBAOTsI6H0opf6XUfKXUOqXUZqVUK6NrKihKqf5KqZlG13GnlFIjlFIbbT8tja6noCil2iul1htdR0FRSrkppX5USkUqpbYppe43uqY7pZRyUUpNUUptsL2vekbXJIo/e666VZS8DERqrT9RStUCZgBNDK7pjiilFPA50AXYbWw1d8b2d9INaAtUIG9d9CJ/vatS6nVgIJBpdC0FaACQrrVup5QqBewEFhpc0526H3DVWrdVSnUExtm2CVFopGWdv4nAN7bbCjAbWEtBUcBG4DmjCykA7YHlOs8pwE0p5W90UQXgGNDX6CIK2BzgLdttq5GFFBSt9XxgqO1uJWCbcdUIZ+H0Ya2UGqqU2n/lDxChtc5QSoWR16oeaXCZt+Q676mJ1voP8tYSL+qCgeQr7qfbthVpWus5QK7RdRQkrXW61jpFKeUHzAZGGV1TQdBam5VSPwBfAEkGlyOcgNN3g2utJ5PP9ZJKqdrA78AIrfVfdi/sDlzvPRUjF4GAK+4HIh+YDkspVRaYC0zRWv9kdD0FRWs9WCk1AohSSv2itU4xuiZRfDl9yzo/Sqk65H24DNJaLza6HnGNSKAzgFKqMpCrtU41tiSRH1vv1ArgLa31VKPrKQhKqcdsIQ155xekUbzOMxAOyOlb1tcxDvACvsg7L4sUrXUvY0sSl2it9yul1iilIgFXisc4fHE1grwhireVUm/btnXVWmcZWNOdmgP8ZDtrXwHDtNbFavhCOB6ZwUwIIYRwcNINLoQQQjg4CWshhBDCwUlYCyGEEA5OwloIIYRwcBLWQgghhIOTsBbiDiil7lVK7VFKednuh9tmjStrdG1CiOJDwlqIO6C1XgksBT5VSrkBM4FXtNbnjK1MCFGcyHXWQtwhW0hHkjcN6g6t9TsGlySEKGYkrIUoAEqpJ4BpQDWt9QmDyxFCFDMS1kLcIaVUBWA58B3wIHCX1tpibFVCiOJExqyFuANKKQ/yVmcbrrX+AjgJjDawJCFEMSQtayHugFJqEmDWWr9iu+8P7ASGaK3XGlmbEKL4kLAWQgghHJx0gwshhBAOTsJaCCGEcHAS1kIIIYSDk7AWQgghHJyEtRBCCOHgJKyFEEIIBydhLYQQQji4/wdc5ilE00/5SQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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TG1eQEhnN69OvwN/dw+hI3cqaI7k8t2kV03v15TdDRxkdR3QxMqpBCEGDuZn7Vn5HkIcX/5p2uRR1ByusreGBVUvoGxjMy1Mu7Xb3i4vOJ0fWQgj+vWsLByvL+eDSXxLg4Wl0nG6lorGBm5d+TlOLmVemzpLBeeKCSFkL4eCyykt4e3cqM2PjmRAda3ScbqXWZOKWpV+QV13J+5dcTUJQqNGRRBclp8GFcGCN5mZ+tXQh7s4u/FFm0epQWeUl3LJ0IRmlRfzftMsYEylTJYsLJ0fWQjiw9zJ2UFRXyyezr6O33KLVYVbkHeSOZV/i7erGP6bMYobMUCbaScpaCAd1uLqSV3ZsYlpMH0ZH9jQ6Trfy6o5N9PYP5MsrbpAxAKJDyGlwIRxQfbOJeT98hauTE0+Pm2Z0nG7lYGU5aSWFzB0wVIpadBgpayEcTKPZzN3LF5FVXsr/Tb+MaF9/oyN1K9/n7gdgdp/+BicR3YmcBhfCgZgtFu5ZsYhVR3L4y4QZTIzubXSkbsWiNYsOZjI0NJxwb1+j44huRI6shXAQlY0NzF38Kcvzsnlq7DTmDhhqdKRu57F1P5BZXsItiSOMjiK6GTmyFsIBWLTmd6sWs+tYIf+cMos58QONjtTt7Ck9xseZ6dySOII5feXPV3QsObIWwgG8kbaV1UdyeWLsFCnqTvJ19l5cnZy4P2mcTCcqOpyUtRDd3Nr8XP6Rup5ZcQncOGCY0XG6JYvWLM09wLioXjKvuugUUtZCdFNaaxakp3LL0i+I8w/imXHT5Yivk2wryie/poor+g4wOoropuSatRDdUKPZzKPrfuDLA3uYGRvPS1MuxdvVzehY3dbCrAy8XV25WGYqE51EylqIbqa4vpZfL/uKtJIiHkgexz3Dx+AkR9SdprShjm8O7uOq+EF4yQ9EopNIWQvRjRyqquCmJZ9T1lDPmzPmyJGeDXyauRtTSwu3D0k2OoroxqSshegm1ubncu+K73BC8fHsaxnaI8LoSN1eXbOJd3ZvZ0J0LH0Dgo2OI7oxKWshujizxcJ7GTv4y5bV9AsM4c0ZV9DLT1bQsoV3d2+nrLGe+5PGGR1FdHNS1kJ0UVprVhw+yPNb1nCwspxpMX14ddpsGUhmI3XNJt5M38b0Xn0ZERZpdBzRzUlZC9EFmVpaeHLDcj7OTCfOP4j5M+ZwUa++cmuWDb2/Zyc1pibuHDbK6CjCAUhZC9HFHK2t5v6Vi9lalM+dw1J4IHkcrk7ORsdyKPk1Vby2YxMzYvuSFBZldBzhAKSshegCtNbsKSvmy/17+Hx/Bi0WC69MncUVMge1IV7YuhYF/GnMVKOjCAdhs7JWSrkAC4A+gDvwLLABeA/wBUqAW7XWdbbKJIS9qzWZeDdjO4tzssgsL8HVyYlpMX14OGUSsf4yiMwIOZXlLM7J4tdDRspa4MJmbHlkfQNQq7WeoJQKAbYDnwCLtNZvKaUeBeYB/7BhJiHsUovFwsL9GbyUup7i+jpGhEXy7LjpXNanPwEenkbHc1haa57etBJvVzduH5xkdBzhQGxZ1l8AX1sfW6y/TwRetT5eAvwJKWvhwLTWrD6Sy/Nb1rC/opThPSJ446I5MtrYDpQ31nP791+ys7iQx0ZPpoeXj9GRhAOxWVlrrWsBlFK+wELgCeBxoNL6lFqgzVkFlFLzaD3qJiYmprOjCmFTNaYmdhUXsv3YUZbnHSSj9BixfgG8Pv1yLundT0Z424GmFjPzln3NnrJiHh89mdsHy2xlwrZsOsBMKRUFfAm8pbX+j1LqblqvV9cBAUBZW6/TWs8H5gMkJydr26QVouNprcmvqSL12FFSi46y/VgBWeUlaEABvf2DeH7CDK7ql4ibs4zwtgdaa/60fjmpx47yf9MuY3af/kZHEg7IlgPMIoAfgPu01sutm9cBFwPvA7OsHwvR7Vi05p3d23lvzw7ya6oA8HF1Y3hYJDN7x5MUFsWwHhH4urkbnFSc6uPMdD7N2s29w8dIUQvD2PLI+mFaT3M/rpR63LrtJuANpdStQDFwqw3zCNHpmi0trMg7yDsZ29lamM/YyBh+PTiZURHR9AsMwdlJlpS3ZwvSt/H8ljVMjI7ld0ljjY4jHJgtr1nfB9zXxqdm2SqDELZSWFvDR/t28UlmOqUN9UR4+/L02Gn8KnGE0dHEOdBa8/quLby4bR1TY+J4efKl8oOVMJRMiiJEB9pZXMCC9FS+z92PRWumxvRh7oChTOrZGxf5Zt8lNLWYeWrDCj7OTOeKvgN4afKl8ncnDCdlLUQH2F1SxMupG1h1JAc/N3duG5zETQOHE+MXYHQ0cR7MFgu3f/8l64/m8duho3ho1EScZDS+sANS1kK0Q0l9Hc9vWc2XB/bi7+7BgyMncEviCFn5qot6bvMq1h/N45lx07h5kFyyEPZDylqIC6C15uPMdJ7fsoZGczN3DUvht8NS8JPR3F3WZ5m7eS9jB7clJklRC7sjZS3EeSpvrOePa5bxY142YyNjeHb8RfQJCDI6lrhAWms+3LeLpzesZEJULx4dPdnoSEKcRspaiPOwp/QYdyz7irKGep4YM4VbE5PkmmYX927GDp7ZtJLRET3510VXyGAyYZekrIU4Rz8eyua+ld8R4O7Bl3NuIDEkzOhIop0ySo/xl82rmRHblzcumiM/eAm7JWUtxDn4+sBeHli9hMEhYbx18S9kEYduwKI1j6//EX93D16cdIkUtbBrUtZC/IxvsluLOiWiJ29f/Au8ZKR3t/Bt9j52FRfy8uRL8Xf3MDqOEGclF2eEALIry9hedBSLPnmdmPX5h3hg1RJGhUdLUXcjppYWXk5dz8DgHsyJH2h0HCF+lhxZCwFM/+yd44//MeVSfhE/iAMVpdy5/FviA4N5S4q6W3ll+0YO11Tx7syr5PS36BLkyFoIOGm1q2W5B6hvNvGbH77B3dmZt2deJathdSObC47wr12buTZhMJN79jY6jhDnRMpaCGDNdXccf3zdgKE8vXEluVXlvDrtMqJ8/AxMJjqS1pqXUtcR7u3D0+Omo+SoWnQRUtbC4ZktFv64ZhkA/519LaYWM59m7ebOYSmMjYwxOJ3oSJ9kprOt6Cj3DB+Dh4tcBRRdh/xrFQ7v08x0fszL5t7hYxgWGs70z96hf1AI9yePMzqa6EAZpcd4csMKJkTHMnfAUKPjCHFe5MhaODSL1ry2cxMjw6N4IHkcr+3cTEFdDc+OvwhXJ2ej44kO0mhu5sE1S/F39+DVqbNlUJnocuTIWji0jNJjFNXV8tDIiRTU1fB2eipX9RvEyPBoo6OJNjSazXy+fzefZe6moLaGwaFhXJswmJm9+53x+rPWmkfX/UhmWQnvzLyKQA9PG6cWov2krIVDW5F3ECelmBzTmxe3rgPggeTxBqcSp9pVXMg32fv4Pnc/hXU1DAzuwfjoXqw+ksvqI7k8MWYKtw9ObvO1/9mzky8P7OH+pHFMiYmzcXIhOoaUtXBYWmsW52SRFBZJncnE51kZzB0wVEZ/25GmFjMPrFrC4pwsPJxdGBkRzd8nX8LYyBiUUjS1mLln+SKe3bSKVYdzmNyzN6UN9dSYmojxC6C+uZl/7dzM9F59uXfEGKO/HCEumJS1cFhr8g+RXVnG3ybN5J2MHSgFdw1PMTqWsKprNnHfysUsz8vm/qRx3D44GR+3kyemcXd24d8XXcHftq5lcU4W64/mARDo7klFUwMA/YNCeHnKpXKdWnRpUtbCIdU3m3hu0yqifPyY0asvz25cyay4BMK9fY2O5tBK6uv4fH8GacWF7C4poqi+lmfGTePmQSPO+BoXJyceHT2ZR1ImkV5SRIPZzOjInhTV1QAQ6umNsyx72abt27f3cHFxWQAkIgOOjWQBMsxm8x1JSUnFbT1Bylo4pOe3rCG7sox3Z17FopxMappNZy2EszlcXUmgh6fMctYO5Y31rMjL4bnNq6hqaiTOP5D+waGtp7yjep3TeyilGNoj4vjH8oPXz3NxcVkQHh4+IDQ0tMLJyUn//CtEZ7BYLKqkpGRgUVHRAuDytp4jZS0czpojuXywdxe3D05iSkwcs754n8SQMIaf8I3+XNU3m5j4yVtE+/qz/vp5nZC2e6kxNbGruJDM8hIOV1eyv6KM7IoyyhrrARgRFsnzE2aQEBRqcFKHkShFbTwnJycdGhpaVVRUlHim50hZC4diamnhkbXLiA8M5sGREzlYWc6esmKeGDPlgqaerGpqAiC/poq6ZhPesthHmw5VVfDenh0szMqgttkEgK+rG/FBIVwU25e+AcEkBIUwNjJGTlnblpMUtX2w/j2c8R+/lLVwKN9k76OgroZ3J1yFh4sLiw7uQwGz4/pf0PuFeHkdf5xeUsQYmZ70uAMVpSzPO8jGgsOsyz+Eq5MTs+ISuLzvABJDwgj19Ja5uQW7d+92f+CBB6KrqqpcGhsbVUpKSu3rr7+eX1hY6PLoo49Gfvjhh4d/7j0eeOCByPDw8OaHHnqo5Fz3u3TpUp8nnngiKjU1NevE7ddff32v4cOH15/6Xt99953vzTffHNe3b99GgNraWqf777+/6Ne//nXF2fYRFBTUkpKS0nCuuc7kjGWtlBqktd7T3h0IYS9MLS28smMjiSFhTLKutrToYCYpET0J8/a5oPd0dXLG182dGlMTG48eduiyNrW0sP3YUdbmH2J9/iF2lx4DINrXn/uTxnH9gCH08LqwP2fRPVVUVDjNnj07/u23386dPn16ncVi4cYbb+z12GOPRfztb38rPJeivhCPP/542GeffRbs6elp+Wnb0aNHXebOnRubk5PjMXz48Pq2Xjd27Nia7777Luen548ePbp/UlJSw4gRIxrbev6CBQtCrr/++vJOLWvgK6XUa1rr19q7k5+jlHoYuMz64e+11ps7e5/C8byVvo38mir+MuEinJTicHUlByvLuXHgsHa9713DUnhh61pe27mJ3490rAlVtNZ8ezCTz7N2s+NYAfXmZlyUE8PDIngkZRJXxg8i1Mvb6JjiHDy4ZmnP/eWlXj//zHPXLyik/sVJlxw50+c///xz/yFDhtRNnz69DsDJyYn58+cfBsjKynK75ppr4tLS0jLj4+MH9e/fv97V1VW/8sor+TfddFNsXV2dc0tLi3r//fdzT3zPu+66K2rTpk2+7u7ulhtuuKHs3nvvLTt1v3379m364osvDt54443H10itrKx0fuaZZwq++eabgHP52qKioszXXntt2X//+9/AgQMHFt1www29cnNzPWpqapynTp1adeONN5avWbPGf/fu3V5Dhw7N/uCDDwK/+eabQK01Pj4+luXLlx/w8vI650sQZyvrZODvSqnvgV9prY+d65ueD6XUAOBSYDwQA3xh3bcQHWZJThYvpa5nVlwCE6JiAViT3/p/fGJ0+9Y0vm1wEi9sXQvAgvRtlDU2UFRbgwXNmMgYrkkY3C3v8d1dUsQLW9ey/mgecf5BXNVvEBOiYxkTGSMj48U5OXz4sFvPnj1NJ27z8fE5rcDq6+udHnnkkaKxY8c23HzzzTEzZ86sevjhh0u+++473/Xr1x//aXDhwoV+ubm57tu3b89saWkhOTm5/9VXX10VERFhPvH9brnllsqsrKyTBpgMGjSoCeBcyxogIiKieceOHV7Z2dluU6dOrb777rsP1dTUOMXFxSW++eab+ZMmTaq6/vrry2NjY02NjY1OO3fuzAQYP358v23btnlOmjSpzSP4tpyxrLXW1cA8pdRUYKNSassJn5t7rjs4BxOBZVprDeQppVyUUn7W/QvRLg3mZp7fvIYP9u4kKSyKFyfNPH6ddO2RQ0T5+BHnH9iufbg7u/Dn8Rfx2PofeW7zalydnAjz9sVsaeGb7H18vC+de0eMZlLP3l1+cZBGczM/HMrmP3t2knrsKP7uHjw9dho3DhwmA8O6uLMdAXeWXr16mdLS0k46mj969KjLpk2bvAYPHnzSqeUhQ4Y0AuTm5rrfeeedJQCzZ8+ugdZr1gBpaWmee/fu9Ro9enQCQH19vfOOHTs8nn766SiAKVOmVL3wwgtFHZW/oKDANTo62hQREWHevHmzz/fff+/v6+vbUl9ff9J/dFdXV9zc3CyzZ8+O8/LyshQXF7vW1NSc1zeDsw4wU0rFA08Bq4H/nOfXca6CgcoTPq61bjte1kqpecA8gODgYJ566qlOiiK6i9WrV3PXQ39gae5+KhobGBoaQXxUFX/b+RegdbWtb3ZtoV9QCE/vL2z3/swWCzW7thDu7csv4gfg4lSD1pqs8lLWHV3N1e+8j4ezC30Dg4n29Sfaxw+fLnL0adGanMpy9leUkltVQbOlBX93D4aGRjAopAe5ud/yLN8aHVN0Qdddd13Vk08+Gb1y5UrvqVOn1lksFh588MHI8PBw86ll7WT9YTAhIaFhw4YN3mPGjGn4/vvvfRYtWuTv7u6uAQYMGNA4duzYmo8//jivpaWFxx57LHzUqFENW7duzWpj9+1SWFjosnDhwuAlS5Yc+Ne//hUcEBDQ8sEHHxzOzMx0++yzz0ItFgvOzs7abDarjRs3ei5dujRg+/btWQ0NDSoxMXFg6/HpuTvbALOHgN8C92qtF7fz6zqbCsD/hI8DgJOuMWit5wPzAZKTk7WUtfg5Dz/+OGsGRBM6JI4PJl/K+OjYkz6/t6yY/3zhw4NTZ3FF34Edss+8xZ9R2dTIc1fefNL2ZksLa47k8m12Jj/mZZNvbgZgaGg4M2LjmWG9dcneRkbn11SxLv8QC3ancrDShyCPBO6IjWd2n/6MiYzplqf2u7Onn37a6Ain8fX1tXz88ccHH3zwwZ5NTU3KYrGolJSUmhdeeKEgJyenzfsgn3nmmaIbbrgh9rPPPgtWSum3334775133gkGmDt3btXq1at9k5KSEurr651nzJhRGRoa2tJReTdu3Og7atSon47anZ544omjgwYNampsbKy+/vrr48aOHevdr1+/hn79+tXn5ua6pqSk1D3yyCPRCxcuPOju7q6HDRvWPyYmpmngwIH1R44ccT2ffasztbtS6nPgt1rr0y7OdySlVCLwqtZ6qlKqN/Cl1nr4mZ6fnJysU1NTOzOSOA81piYySo+x+kgu6/IPEezhyYDgHvi7e3Cwspzqpkaqm5twUU64OTvTYrFQ22wi2NOb2wYnMbYTRk9vPJrHzfffBxdN4Ms5NzAkNPy053y0dxePrf+RNdfdQS+/9p0G/8kDq5awpfAIG+b+5ozPaba0kFVeypojufxwKJu0ktaj+t7+gYyNjCHQwxMfVzd+GqIa6xdAQlAosX4BnX6aubyxns0FR9hYcJgNR/PIrWq9IyU+MJgHksZxUWw8LnKqu8tSSm3XWp80HigtLe3Q0KFDS43KJE6WlpYWMnTo0Ni2Pne2a9a/7LREJ+8nQym1Sim1DnAG7rTFfsWFya4sY31+HjuOFZBRWkSO9Ru6i3JiRHgk5Y0NvJexA5OlhQhvXwI8PPB1c8fU0kKNqQlnJye8XV3JKC1i7nefcsOAoTwxZioeLu2/5T+7soznN69hxeGDtLSYeeeiK9osaoCdxYUEeXgS4xvQ7v3+JNTTi5L6OrTWZzxKdnVyJjEkjMSQMO4ePpqiuhp+zMvmh0PZLDqYSW2zCUsbP0C7O7sQHxhM/6BQ+geFkBAUSkJQSLvvVdZac6Smiq8O7OVfuzZjamnBy8WV0ZE9uXHgMCZExRIfaH9H/UI4GruYFEVr/SzwrNE5xJmlFRfy1MYV7CxuPRIM9/ZhcEg4c+IHMjgknBFhkfi7ewCtR49VTY2EeJ75lp0GczMvp67nrfRU0kuKuGHgMGL9AhkeFoG78/n9s6wxNfHYuh9ZnJOJl4srD4+aSH5+DRfF9j3ja3YWFzC8R2SHllCkjx8mSwtFdbVE+JzbvNTh3r7cNHA4Nw1sPZmktabe3IyzUrRYrxVnVZSSWVZCVnkJa47ksnB/xvHXB3l4Eh8YQoyvf+u1cF8/evkFkBgS3uYPQPk1Vaw6ksOhqgr2lpWwp/QY1abWWdgu6d2PO4YkMyQ0vMsPhBOiu7GLshb2q6nFzCvbN/JG2lZ6eHnz+OgpXNw7np6+/md8jauT81mLGsDTxZXHRk9hUHAYL6eu5+G1ywCI8PblwZETuLLfoHPKl11ZxrxlX5NXXcFtg5P4zdBRhHh689TXS8/4mkazmdyqCmbFJZzTPs7VkB6tR/FpJYXnXNanUkqdNGXp4NBwBp9ydqCsoZ6s8hIyy0vJKi8hu7KMtfmHOFZfe/w57s4ujIqIZmR4FH5uHhyqrmBvWTGpRUexaI2HswsJQSHMiksgMSSMlMie9A0IvqDMQojOJ2UtTtNgbub73P2klRSx4WgeByrKuCZhMI+PmYJfB49gnhM/kMv7DiC3qoLsyjLe2LWFB1YvIa2kkHuGjznrhBo/HDrAA6uW4O7swoezrjnn2cNyq8qxaE18YEhHfRkAxPkHAZBf07l3HQZ7ejE2qtdpq1E1ms0U1FaTXVnGxoLDrM/P4+XUDQB4u7rSNyCYe4aP5sr4QcT4BcgAMQFgsVgsSuYHN57FYlFwfLjKaaSsxXHLDh3ghS1rKKitobHFjKeLKzG+/rw78yqmxMR12n6dlKJPQBB9AoKYFtOH5zav4r2MHXycmc61CYOZEhNHuLcvvm7ulDfUMyC4Bwt2p/K3rWsZEhrOGxddQaSP3znvb39F65jJ+MCOPZL0dXPHRTkdX0HK1jxcXIgLCCIuIIgZsfFA66pgdc3NhHh6yXVn0ZaMkpKSgaGhoVVS2MaxLpHpD2Sc6TlS1gKAD/bs5E8blhMfGMI1CYO5NC6BURHRNj/6cnFy4qmx05jbfyhvpW/j08zdfLB310nPUYAGLuvTnxcnXXLeg9OyK8pwVore7ZwM5VROStHTz59DVWec19/mvFzd8JKVwMQZmM3mO4qKihZYl2aUof7GsQAZZrP5jjM9QcrawZlaWvjn9g28vmsL02P68Nr0y/B0Oa/b/zpFv6AQXpx8Cc+Mn05G6TFK6+uoMjXh6uREatFRlFI8OXbqeQ9GA8ipKifGL+CCXvtz+gQEk13ZqXc7CtFhkpKSioHLjc4hfp6UtYNqNDfzSeZu3kzbSmFdDVf3S+SvEy+2u/toPV1cGRkefdK2q/qdcX32c5JfU030eZw2Px/xgcGsPpxDs6VFRlQLITqMlLWDaTSbeX/PDt5K30ZpQz0jw6N4Ztx0pvXq4zADjgpqq+nfSdfg+wYEYdYW8qorZXS1EKLDSFk7kIzSY/xh9VIyy0uYEB3LPcNHkxLR0+hYNtXUYqakoe68BqSdj59GmGdXlElZCyE6jJS1g9hccISbl36Ov5tHp4/utmfH6lrvRe6ssu4T0Hr7VnZFGbRv5U0hhDhOytoBZJQe49fLvqSnrz+fXXY9wZ4dur58l1JYVwNAhLdPp7y/t6sbkd6+MshMCNGh7Gs0kehwBypKuWXpQnzd3Png0l86dFEDVDQ2ABDo4dlp+4gLCCK7srzT3l8I4XikrLsprTUbj+ZxzbefAPCfWb/stFO/XYktynpQSBiZZSW0WM44GZEQQpwXOQ3eDe0sLuDpjSvZVVxIpLcv/519LbEdPAFIV1XR1LqefWeWdbSvH2ZtobShnrBOOt0uhHAsUtbdzI5jBdy05DP83Dx4dtx0fpmQiIcdTHJiLyobG/BwdunUiV8ivVvPYBTW1UhZCyE6hJR1N3Kkpoq7ln9DsIcXn18+V4qiDeWNDZ16VA0cn1im2dLSqfsRQjgOKetuoL7ZxMeZ6fxr52aaLRbenn2lFPUZTImJo18HL+BxqiM1VQBnXUZUCCHOh5R1F1dUV8ONiz8nu7KMlIie/GXCjOP3+orTdfQa1m05XF2Jm7MzPbzkByYhRMeQsu7CcqsquHnJ51Q0NvDBpb9kQnSs0ZEcntaalYdzGBIS7jDTtwohOp+UdRdU3ljPv3Zu5oM9u/BydeWjWdcwtEeE0bEEsLesmOzKMv48/iKjowghuhEp6y6kvtnEO7u382baVurMzfyyXyK/SxpHhI+v0dGE1ZKc/TgrxSVx/YyOIoToRqSsu4gfD2Xz6LofKGmo46JefXlo1ITji0YI+9BoNvN19l5GR/YkyMOxZ4oTQnQsKWs7d7i6khe2rmVxThaDgnvwxkVXkBQeZXQs0YY307ZytLaav0682OgoQohuRsraDtU1m1iYlcH3hw6wrTAfV2dnfpc0lt8OTcHDRf7K7FFZQz2v79rCrLgEGegnhOhw8p3fjtSaTPxn704WpG+jvLGBhMAQbh+SzK2JIwj3luvS9uzjfWk0tZj5XdJYo6MIIbohKWs7UG1q4oM9O3krfRuVTY1M7tmbe0eMISlMTnd3BWaLhQ/37WJCVC8ZRyCE6BRS1gbRWvN19l6+OrCXTQWHabZYmNIzjvuSxjJMbsPqUlYcPkhRXS1Pj5tudBQhRDclZW1j9c0mDtdU8dqOTSzOySLWL4BbE5O4rE9/BoeGGx1PXICP9u4i3NuHaTF9jI4ihOimbFbWSik/4AMgAHADHtBab1JKxQJvW7PsA+7WWnerFRC01qw+ksu/07awrTAfDTgrxSMpk5g3ZCRKZrrqsvaVFbMu/xD/b8TY4wt4CCFER7PlkfX9wDqt9d+VUgOAD4Ek4AXgr1rrH5VS84HLga9smKtTFdbWcN/K79halE+0rz/3DB9Dv6AQEkPC6C1rTHdpWmv+tGE5gR6e3Jo4wug4QohuzJZl/QrQbH2sALP1cQpwnfXxEmAip5S1UmoeMA8gJiam04N2lK8P7OVPG5bToi38efxFXJ2QiLuzXHnoLr7O3su2oqP8deLFBHTysptCCMfWKc1hLdf/d8rmW7XW25RSEbQeVf/But1Va62tj2uB09Yv1FrPB+YDJCcn61M/b28OVpbz1y1r+DEvm+SwKP4++RJi5Si6W6lrNvGXzWsYGhrONQmDjY4jhOjmOqWsTyzXEymlBgKfAg9rrVdaNzcrpZS1sAOAss7IZAtbC/P5NCudrw/sxdPFlT+Omsi8ISNxlmuZ3c6baVspaajjzRlzZHUtIUSns+UAs0HAF8B1WutdJ3wqldZT32uAWcC3tsrUUXIqy3neeiTt4+rGjQOHce+IMYR4ehsdTXSCvOoK3kjbymV9+jMiLNLoOEIIB2DLC6h/ATyAf1pHP1dpra8AHgIWKKV+Gg3eJcpaa01JQx3z07bxXsYOPFxceHDkBG4fnISHi6vR8UQn0Vrz9MaVuCgnHh89xeg4QggHYbOythZzW9tzgKm2ytFeByvLmZ+2lW8PZtJgbkYB1/Yfwu+TxxPqJUfS3d0nmemsPJzDE2OmEObtY3QcIYSDkKHJ56jRbOat9G28tmMTzk5OXNanP/0CQ5jcszd9A08bEye6oQZzM//cvpGR4VHclphkdBwhhAORsj4HO4sL+N3KxeRVVzIrLoGnxk6To2gHtCA9lWP1tbw27TKZyEYIYVNS1mdxpKaKF7eu49uD+4j09uWjWdcwLqqX0bGEASoaG3gzbSszYvsyKiLa6DhCCAcjZd2GisYGPslM57Udm7Bozd3DRvObYaPwc3M3OpowyL93baGu2cQfkicYHUUI4YCkrE/xbsZ2nt+yBlNLCxOjY/nrxIuJ9PEzOpYw0PZjR3l7dyq/TBhMvyBZAlMIYXtS1idYkL6N5zavZnqvvvxh5Hj6B4UaHUkYrNZk4v6Vi4nw8ePxMXKrlhDCGFLWVh/t3cVzm1czKy6BV6bOlhWUBNA6U9nhmio+v/x6uQwihDCMNBKwq7iQpzauYHLP3vxz6iwpagFAfk0Vb6VvY3Zcf0aGy6AyIYRxHL6VKhsbuHv5t/Tw8uGfU2bh6uRsdCRhJ57btAqlFI+MnmR0FCGEg3P4sn58/XKK62v51/TLZZlDcdza/Fy+P3SAe4aPJkoGGAohDObQZb3qcA7f5WRy57AUhvWIMDqOsBNmi4VnNq4i1i+AO4YkGx1HCCEct6wrGxt4cM1S+geFctewFKPjCDvyedZusivLeDhlEu7OMgZTCGE8hy3rt3dvp6yhnpcmXyKrZInjqk1NvJS6nuSwKC6OjTc6jhBCAA5a1qaWFj7OTGNaTB8GhYQZHUfYkdd2bKSsoZ4nx06V+b+FEHbDIct6/dFDlDbUM3fgUKOjCDuSXVHGu7t3cE3CYAaHhhsdRwghjnPIsl5zJBcPZxdZlEMc19Ri5p4Vi/B1c+cPI2X+byGEfXHI0TO7igsZERYpg4fEcf/cvpHM8hLenXmVLH8qhLA7Dndk3WBuJrO8lAHBMu+3aPXl/j38e9cWftkvkSkxcUbHEUKI0zhcWVu0pqnFTKC7TIAiYH95KU9uWM6IsEien3ix0XGEEKJNDlfWzsoJBZgsLUZHEQYrrK3hV0sX4unqymvTLpM54YUQdsvhvjvtKy9GAwODexgdRRjocHUlNyz+jBpTE+9dcrVMKSqEsGsON8Jq57FCAJle1EEU19fS1NLC7pIiMstL8HRxpdZk4pPMdMzawruXXCU/uAkh7J7DlfWu4kIivH0J9/Y1OkqXpbUmraSIvOpK6ptNmFpa0ICniwt+bu5E+PgR4e1LiKcXzjY+tVxcX8uLW9fx1d5dfPfBvyhtqD/tOc5KMSC4B69MnU2fgCCb5hNCiAvhcGV9pKaSuIBAo2N0SQcqSvnuYBaLDu4jp6riZ5/vrBSx/oHEBwQT7evPsB4RDA+LJNLbt8NnB2u2tLAwK4Pnt6yh0WzGz82daTF9iPb1x9/dnUEhYcQHhuCiFO7OLjb/IUIIIdrD4cq6qK6WsVExRsewaxatyauuJLXoKHvLiiltqGNPaTE5VeUoICWiJ78dmsKI8Ei8Xdxwc3ZGKWgwm6lsbKCwroaiuloKaqs5UFHGgcoyVh3JZcHuVAC8XV3xdHFlTt+BXJ2QSEJgyPHyNrW0kFNVzr6yYtJKinBWCj83D/zdPQj39qFfYAi9/AJwdnIir7qCAxVlrD1yiMU5WZQ11jMqIpq/TJjBh/nVPDVppoF/ikII0XEcqqxbLBaK62sJ95JT4KfKrizjk33praXXUH98tLyXiyuBHp70DwrlpkHDmBWXQA8vnzO+T5SPX5vzrTdbWsgsK2FncQE5lRUU1dXwXsYOFuxOpaevP/0CQzhSU0VOZTlmbTm+b6Wgrrn5pPdyc3bG3dmFGlMTAO7OLkzv1YdfxA9kWkwfmdNbCNHt2LyslVIRwD4gXGvdqJSKBd62ZtkH3K217pT7qsoa62nRmnCfM5eNo6k2NfHi1rV8sHcXLsqJKTFxxPkHEhcQxLAeEcQHhuDUAeXn6uTM4NDwk+bcLqmv48e8bFYeziG/pooYX3+m9+pDQlAICUGhxAcE4+zkRLOlheqmJo7WVpNVXkp2RSlNLS3E+gcyJDSc+MBgfN3c251RCCHslRFH1i8Dzid8/ALwV631j0qp+cDlwFedseMy62CjIA+vznj7LmdfWTG3ff8lhXU13JqYxF3DUmw61WaolzdzBwxl7oCzL6ji6uRMsKcXwZ5eDJEFNoQQDsimZa2U+gVwACg7YXMKcJ318RJgIqeUtVJqHjAPICbmwq83B3u2lnR54+kjhB3NxoLD/GbZV3i5uvHVnBsY3iPS6EhCCCHOoFOGxCql5imlMk75NQn4f8CfT3m6q9ZaWx/XAsGnvp/Wer7WOllrnRwaeuFzegd7eOGinCisrbng9+gOluRkccuShUT4+ElRCyFEF9ApR9Za6/nA/BO3KaXeBJ7RWjedMgCoWSmlrIUdwMlH3R1OKdA//7Rua3PBEe5dsYhhPSJ4++IrCfCQOdKFEMLe2fJm06nAk0qp1UA4sNS6PZXWU98As4B1nRWgqL6WZouFGF//ztqFXSusreH3q5cQ5ePH+5f8UopaCCG6CJtds9Zax//0WCl1CLjE+uFDwAKl1E+jwb/trAyHqysBiPEL6Kxd2K3cqgpuXPwZVU2NfHLZdfi4uRkdSQghxDky5D5rrXXsCY9zaD3q7nRFda3XqiMcaKpRU0sLi3MyeXLDCpyVEx/PvpbENu6DFkIIYb8calIUF6fWO8bMFovBSTpXo9nM9mNHWX0khy/376WssZ7EkDD+Pf1yejrgWQUhhOjqHKqs/zfovPtJLcrnz5tXs6e0mGZL68IaLsqJab36cP2AoUyI6iXzYQshRBflUGV9pKYKgMhusnZxXnUF7+7eweojORyqrqSHlzdzBw7Fz82d3v6BTI3pg7+7h9ExhRBCtJNDlfXh6kpCPL26/OAqi9a8l7GDv25dg0IxLiqGXw8ZyZz4gXi7du2vTQghxOkcqqyrmhoJcO/atyvtKyvmz5tXs/5oHlNj4nh+wsWEectc50II0Z05VFkfqq4gxq/r3GOtteZobTWlDfWUN9bz0d40Vhw+iK+bO8+Nv4gbBgyVFaaEEMIBOExZmy0WDlSUMTWmj9FRflZWeQnv79nJ8rxsiuvrjm8P9vDivhFjuW1wklyLFkIIB+IwZV1taqRFa/zsdCnFRnMzP+Yd5J3dqewsLsTD2YVpvfowOrInkd5+uDk7MzI8Cg8XV6OjCiGEsDGHKeuf1js2WTplqex2WXU4h4fXLuNYfS1x/oE8kjKJaxIGEyjTgQohhMCByrrG1AT8r7TtQY2piec2reLTrN0kBIbwt0kzGRfVCxe5H1oIIcQJpKwNsj7/EA+t+Z6i+lruGpbCfUljcXd2mL8OIYQQ58Fh2qHWZALAx+D7kBvMzTy7aRX/3ZdGnH8QX1wxV9aTFkIIcVYOU9ahXt7A/1besjWtNWvyD/H85tVkVZQyb8hIHkgeJwPGhBBC/CyHKeseXj7EBwaz7mge84aOstl+j1RX8uqOTaw+kktJQx1hXj68f8nVTOrZ22YZhBBCdG0OU9YAE6Ji+WhfGo3m5k4/oi2oreYfqRv46sBenJRiRmw8U2PiuKxvf1ytq38JIYQQ58KhynpKTBzvZGxn2aEDXNF3YKfsQ2vNp1m7eXbTSpotFm4cNIzfDh1FuAOtoS2EEKJjOVRZj4vqRd+AYN5I28rlfQZ0+FSde0qP8Yc1S9lXVsKYyBj+NvFiWT9aCCFEuzlUWTspxbyhI3lozff8bds6JkbHMiAolIB2TD6SU1nOisMH+TEvm+1FRwn29OLlyZcyJ34gTjJvtxBCiA7gUGUNMKfvQD7cu4t/79rCv3dtIdTTmzdmXEFSWNRZX9doNrOn7BgHKsoIcPdg+7GjrMg7SE5VBQD9g0K5c1gKtyYmEezpZYsvRQghhINwuLJ2c3bm6zk3cri6kqyKUv68aRW/+eFrVlxz+2mLYzSazTy3eRXL87Ipqa+jRevjn3N1cmJ0ZAy/GjSCab36EO3bdVbzEkII0bU4XFlD6+nwWP9AYv0DifT2Zc7XHzL+v2+y8to7jt+PXWsycc+Kb1l9JJdZcQnE+QeRGBpG34BgiutrGRwSjo+bsROsCCGEcAwOWdYnGhwazkuTL+V3qxbzt61reXHyJVSbmrh20cfsLy/l+QkzuH7A0JNe0ycgyKC0QgghHJGsGAHMiR/IjQOH8U32PrLKS7hj2ZccKC9jwcVXnlbUQgghhK1JWVtd3mcAJksLFy98jx1FBbw05VKmxMQZHUsIIYSQ0+A/GRURzSMpk2jRmhmxfekbEGx0JCGEEAKQsj7Jb2w4Z7gQQghxrmx2Glwp5aSU+rtSaq1SapdSarZ1e6xSaoVSao1S6g2llEycLYQQQpzAltesrwY8tNYTgSuA/tbtLwB/1VpPsua53IaZhBBCCLtny7K+FChRSi0B/g18bd2eAiy3Pl4CTLBhJiGEEMLudco1a6XUPOD/nbL5GOAKzAbGA+/SWsyuWh+fGqwWOG1kl/X95gHExMR0RmQhhBDCbnXKkbXWer7WOvHEX0Ad8LXW2qK1XgvEWp/erP63/FUAUHaG90vWWieHhoZ2RmQhhBDCbtnyNPhGYAaAUmoIcNi6PRWYaH08C1hnw0xCCCGE3bPlrVuvAK8rpTYAGrjTuv0hYIFSygXYB3xrw0xCCCGE3bNZWWutG4Bb29ieA0y1VQ4hhBCiq1H6hGUfuwKlVAmQ1wFvFQKUdsD7dBbJ1z6Sr30kX/vYY75eWmsZ9NNFdbmy7ihKqVStdbLROc5E8rWP5Gsfydc+9p5PdD2ykIcQQghh56SshRBCCDvnyGU93+gAP0PytY/kax/J1z72nk90MQ57zVoIIYToKhz5yFoIIYToEqSshRBCCDvnkGV9prW17Y1SKkIpVamU8jA6y4mUUn5KqW+sa5BvUkqNMTrTT5RSDyulNlh/jTY6z4mUUi5KqfeUUuuUUluVUpcZnaktSikvpVSuUqr/zz/b9pRSD1r/DNOUUncYnedE1u8tb1v//W1SSg0zOpPoHhyyrDnz2tr25mXA2egQbbgfWGddg/w24P8MzgOAUmoArUuxjgfmYie5TnADUKu1nkBrTnvL95NnAX+jQ7RFKTWS1tX6Jll/721sotPMAPy01uOAJ4E/G5xHdBO2nBvcnlwK5FrX1obTl/M0nFLqF8AB2liFzA68AjRbHyvAbGCWE00EllmXXM2zHsn6aa2rjQ5m9QX/W8fdYmCOM1JKJQNBQLrRWc5gFpBJ65+jD/BHQ9OczgR4K6WcAF8gw+A8opvo9mV9nmtr29wZ8t1t3TYTuNnmoU5whny3aq23KaUigA+BP9g+WZuCgcoTPv5pfXS7KGutdS2AUsoXWAg8YWyik1kX03kBuJbWfPYoAuhH6/+NXsAipVR/bT+3tawDnqH1B4pg4AFj44juotuXtdZ6Pqfc86iU+hbr2trAWqVUrBHZ4Iz53gSe0Vo3/W+pb2O0lQ9AKTUQ+BR4WGu90ubB2lbByadvA7CzMxNKqSjgS+AtrfV/jM5zioeAD7TWpUb/uzuLJmCJ1roJ2K+UqqV1Hu4SY2Md9xCwUWv9kFKqJ7BVKfWVHZ3dEV2Uo16zPtPa2vZiKvCkUmo1EA4sNTbOyZRSg2gtnJu01ouNznOCdfzv77U30GxP3yStZyJ+AB7TWi8wOk8bZgK3WP/dDQP+o5Syt4UfNgLTrQO5Img9FW5PC2Z4A0XWx2VAFa0/YAjRLg45KYpSyhN4ndbTaRq4S2ttl9folFKHgP5a60ajs/xEKfUNMBQ4ZN1UpbW+wrhE/6OUeoLWwnYGHtBabzY40nFKqVdoPcWcecLmS6zLx9oVa2H/Vmud+XPPtSXrteAX+N9lq0ft6MwOSqlAWi+rBdJ65vIFrfW3xqYS3YFDlrUQQgjRlTjqaXAhhBCiy5CyFkIIIeyclLUQQghh56SshRBCCDsnZS2EEELYOSlrIdpBKXWRdUEJD+vHkUqpDOvkJ0II0SGkrIVoB631j7ROWvOSdbrOj2m9v/uoscmEEN2J3GctRDtZS3odrdOdpmqt/2RwJCFENyNlLUQHUErdArwN9NVa5xocRwjRzUhZC9FOSqkYYBnwJq1rpU/SWrcYm0oI0Z3INWsh2kEp5Ubr6mO/11r/k9b50p8yMJIQohuSI2sh2kEp9Spg1lo/YP3YD9gO/FprvdrIbEKI7kPKWgghhLBzchpcCCGEsHNS1kIIIYSdk7IWQggh7JyUtRBCCGHnpKyFEEIIOydlLYQQQtg5KWshhBDCzv1/tS0tfaPbYwQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import re\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.signal import savgol_filter\n",
    "\n",
    "def EveryCircle():\n",
    "    def natural_sort_key(s):\n",
    "        \"\"\"\n",
    "        Define a function to provide a natural sorting key.\n",
    "        \"\"\"\n",
    "        return [int(text) if text.isdigit() else text.lower() for text in re.split(r'(\\d+)', s)]\n",
    "\n",
    "    # 文件夹路径\n",
    "    folder_path = r'/Users/wanghao4799/Downloads/TestData/TestData-1-2A'\n",
    "\n",
    "    # 定义文件名模式\n",
    "    file_pattern = re.compile(r'Test(\\d{1,2})#(2|5)\\.sts')\n",
    "\n",
    "    # 找到符合模式的文件并按数字顺序排序\n",
    "    file_paths = sorted([os.path.join(folder_path, file) for file in os.listdir(folder_path) if file_pattern.match(file)], key=natural_sort_key)\n",
    "\n",
    "    # 初始化一个空数组用于存储所有Circle数据\n",
    "    all_circle_data = np.array([]).reshape(0, 2)\n",
    "\n",
    "    data_x = None\n",
    "    data_y = None\n",
    "\n",
    "    # 颜色列表，用于确保每条曲线有不同的颜色\n",
    "    colors = plt.cm.viridis(np.linspace(0, 1, len(file_paths)))\n",
    "\n",
    "    # 遍历文件路径，根据文件后缀判断是X数组还是Y数组\n",
    "    for file_path, color in zip(file_paths, colors):\n",
    "        match = file_pattern.match(os.path.basename(file_path))\n",
    "        if match:\n",
    "            file_number = match.group(1)\n",
    "            file_suffix = match.group(2)\n",
    "            \n",
    "            # 如果文件号是 '18' 或 '15'，直接跳过处理下一组数据\n",
    "            if file_number in []:\n",
    "                continue\n",
    "\n",
    "            # 读取数据\n",
    "            data = np.fromfile(file_path, dtype=np.float32)\n",
    "            \n",
    "            if file_suffix == '5':\n",
    "                data_x = data\n",
    "            elif file_suffix == '2':\n",
    "                data_y = data\n",
    "                \n",
    "            # 当X和Y数组都准备好后，创建二维数组 Circle，并绘制\n",
    "            if data_x is not None and data_y is not None:\n",
    "                # 确保数组长度相同\n",
    "                min_length = min(len(data_x), len(data_y))\n",
    "\n",
    "                # 对X数组进行平滑处理并调整系数 a\n",
    "                data_x_smooth = savgol_filter(data_x[:min_length], 501, 3) * 0.333\n",
    "                # 对Y数组进行平滑处理并调整系数 b\n",
    "                data_y_smooth = savgol_filter(data_y[:min_length], 501, 3) * 10\n",
    "\n",
    "                Circle = np.column_stack((data_x_smooth, data_y_smooth))  # 使用 Savitzky-Golay 滤波器拟合数据\n",
    "\n",
    "                # 绘制曲线\n",
    "                plt.figure()\n",
    "                plt.plot(Circle[:, 0], Circle[:, 1], label=f'Circle-{file_number.zfill(2)} Data', color=color)\n",
    "                plt.title(f'Circle-{file_number.zfill(2)} Data')\n",
    "                plt.xlabel('X')\n",
    "                plt.ylabel('Y')\n",
    "                plt.axhline(y=0, color='k', linewidth=0.5)\n",
    "                plt.axvline(x=0, color='k', linewidth=0.5)\n",
    "                plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
    "                plt.show()\n",
    "                \n",
    "                # 将当前的Circle数据拼接到all_circle_data中\n",
    "                all_circle_data = np.concatenate((all_circle_data, Circle))\n",
    "                \n",
    "                # 清除已使用的变量，以便下一组数据\n",
    "                data_x = None\n",
    "                data_y = None\n",
    "\n",
    "\n",
    "# 调用函数来运行代码\n",
    "EveryCircle()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "【初筛】\n",
    "NR：1、3、4、9、13、15、17\n",
    "1V：1、8、11、17\n",
    "1-2-V：1、10、14、16、17\n",
    "2V：2、3、9、15、18\n",
    "1A：1、10、11、13、14\n",
    "2A：2、3、15、18\n",
    "1-2-A：2、3、12"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 各阶段曲线叠加"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import re\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.signal import savgol_filter\n",
    "\n",
    "def MultiCircle():\n",
    "    def natural_sort_key(s):\n",
    "        \"\"\"\n",
    "        Define a function to provide a natural sorting key.\n",
    "        \"\"\"\n",
    "        return [int(text) if text.isdigit() else text.lower() for text in re.split(r'(\\d+)', s)]\n",
    "\n",
    "    # 文件夹路径\n",
    "    folder_path = r'/Users/wanghao4799/Downloads/TestData/TestData-1-2V'\n",
    "\n",
    "    # 定义文件名模式\n",
    "    file_pattern = re.compile(r'Test(\\d{1,2})#(2|5)\\.sts')\n",
    "\n",
    "    # 找到符合模式的文件并按数字顺序排序\n",
    "    file_paths = sorted([os.path.join(folder_path, file) for file in os.listdir(folder_path) if file_pattern.match(file)], key=natural_sort_key)\n",
    "\n",
    "    # 初始化一个空数组用于存储所有Circle数据\n",
    "    all_circle_data = np.array([]).reshape(0, 2)\n",
    "\n",
    "    data_x = None\n",
    "    data_y = None\n",
    "\n",
    "    # 颜色列表，用于确保每条曲线有不同的颜色\n",
    "    colors = plt.cm.viridis(np.linspace(0, 1, len(file_paths)))\n",
    "\n",
    "    # 遍历文件路径，根据文件后缀判断是X数组还是Y数组\n",
    "    for file_path, color in zip(file_paths, colors):\n",
    "        match = file_pattern.match(os.path.basename(file_path))\n",
    "        if match:\n",
    "            file_number = match.group(1)\n",
    "            file_suffix = match.group(2)\n",
    "\n",
    "            # # NR：如果文件号如下区间，直接跳过处理下一组数据\n",
    "            # if file_number in ['1','3','4','9','13','15','17']:\n",
    "            #     continue\n",
    "\n",
    "            # # 1V：如果文件号如下区间，直接跳过处理下一组数据\n",
    "            # if file_number in ['1','8','11','17']:\n",
    "            #     continue\n",
    "\n",
    "            # # 1-2V：如果文件号如下区间，直接跳过处理下一组数据\n",
    "            # if file_number in ['1','10','14','16','17']:\n",
    "            #     continue\n",
    "\n",
    "            # # 2V：如果文件号如下区间，直接跳过处理下一组数据\n",
    "            # if file_number in ['2','3','9','15','18']:\n",
    "            #     continue\n",
    "\n",
    "            # # 1A：如果文件号如下区间，直接跳过处理下一组数据\n",
    "            # if file_number in ['1','10','11','13','14']:\n",
    "            #     continue\n",
    "\n",
    "            # 1-2A：如果文件号如下区间，直接跳过处理下一组数据\n",
    "            if file_number in ['2','3','12']:\n",
    "                continue\n",
    "\n",
    "            # # 2A：如果文件号如下区间，直接跳过处理下一组数据\n",
    "            # if file_number in ['2','3','18','15']:\n",
    "            #     continue\n",
    "\n",
    "\n",
    "\n",
    "            # 读取数据\n",
    "            data = np.fromfile(file_path, dtype=np.float32)\n",
    "            \n",
    "            if file_suffix == '5':\n",
    "                data_x = data\n",
    "            elif file_suffix == '2':\n",
    "                data_y = data\n",
    "                \n",
    "            # 当X和Y数组都准备好后，创建二维数组 Circle，并绘制\n",
    "            if data_x is not None and data_y is not None:\n",
    "                # 确保数组长度相同\n",
    "                min_length = min(len(data_x), len(data_y))\n",
    "\n",
    "                # 对X数组进行平滑处理并调整系数 a\n",
    "                data_x_smooth = savgol_filter(data_x[:min_length], 501, 3) * 0.33333\n",
    "                # 对Y数组进行平滑处理并调整系数 b\n",
    "                data_y_smooth = savgol_filter(data_y[:min_length], 501, 3) * 10\n",
    "\n",
    "                Circle = np.column_stack((data_x_smooth, data_y_smooth))  # 使用 Savitzky-Golay 滤波器拟合数据\n",
    "\n",
    "                # 绘制曲线\n",
    "                plt.plot(Circle[:, 0], Circle[:, 1], label=f'Circle-{file_number.zfill(2)} Data', color=color)\n",
    "                \n",
    "                # 将当前的Circle数据拼接到all_circle_data中\n",
    "                all_circle_data = np.concatenate((all_circle_data, Circle))\n",
    "                \n",
    "                # 清除已使用的变量，以便下一组数据\n",
    "                data_x = None\n",
    "                data_y = None\n",
    "\n",
    "    # 添加x、y零轴\n",
    "    plt.axhline(y=0, color='k', linewidth=0.5)\n",
    "    plt.axvline(x=0, color='k', linewidth=0.5)\n",
    "\n",
    "    # 显示图例\n",
    "    plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))  # 将图例移动到图外，并放置在图的右侧中央\n",
    "\n",
    "    # 显示图形\n",
    "    plt.show()\n",
    "\n",
    "    # 将拼接好的Circle数据保存为txt文件\n",
    "    np.savetxt('SJ-2V.txt', all_circle_data, fmt='%.6f', delimiter='\\t')\n",
    "\n",
    "# 调用函数来运行代码\n",
    "MultiCircle()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "拼接Circle曲线数据，生成SJ数组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 读取SJ.txt文件\n",
    "sj_data = np.loadtxt('/Users/wanghao4799/Documents/pythonProject/Python_Script/Code_Jupyter/# Tools/SJ-NR.txt')\n",
    "\n",
    "# 绘制曲线\n",
    "plt.plot(sj_data[:, 0], sj_data[:, 1])\n",
    "\n",
    "# 显示图形\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.signal import savgol_filter\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams[\"font.family\"] = \"Arial Unicode MS\"  # 设置字体为支持中文的字体，例如Arial Unicode MS\n",
    "\n",
    "# 读取 Test17#2.sts 文件\n",
    "sts_file_path = \"/Users/wanghao4799/Downloads/TestData/TestData-2A/Test17#5.sts\"  # 修改为实际的文件路径\n",
    "with open(sts_file_path, \"rb\") as sts_file:\n",
    "    sts_data = np.fromfile(sts_file, dtype=np.float32)\n",
    "\n",
    "# 给数据乘以系数\n",
    "coefficient =0.33333 # 设置系数\n",
    "sts_data_scaled = sts_data * coefficient\n",
    "\n",
    "# 读取 18mm.XLS 文件中的数据\n",
    "xls_file_path = \"/Users/wanghao4799/Downloads/TestData/TestData-2A/2A加固/18mm.XLS\"  # 修改为实际的文件路径\n",
    "#column_name = \"[17#5]波形(kg)\"  # 修改为实际的列名称\n",
    "column_name = \"[17#5]波形(mm)\"  # 修改为实际的列名称\n",
    "\n",
    "# 使用 pandas 读取 Excel 文件并仅选择特定列\n",
    "xls_data = pd.read_excel(xls_file_path, usecols=[column_name], header=0)\n",
    "\n",
    "# 将数据转换为 NumPy 数组\n",
    "xls_data = xls_data.to_numpy().flatten()\n",
    "\n",
    "# 绘制对比图\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# 创建X轴坐标\n",
    "x_sts = np.arange(len(sts_data_scaled))\n",
    "x_xls = np.arange(len(xls_data))\n",
    "\n",
    "plt.plot(x_sts, sts_data_scaled, label=\"Test17#2.sts\")\n",
    "plt.plot(x_xls, xls_data, label=column_name)\n",
    "plt.legend()\n",
    "plt.xlabel(\"Index\")\n",
    "plt.ylabel(\"Value\")\n",
    "plt.title(\"Comparison between Test17#2.sts and 18mm.XLS\")\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
